{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import cm\n",
    "from matplotlib.colors import ListedColormap, LinearSegmentedColormap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<matplotlib.colors.ListedColormap object at 0x0B3F08B0>\n"
     ]
    }
   ],
   "source": [
    "viridis = cm.get_cmap('viridis', 12)\n",
    "print(viridis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "viridis = cm.get_cmap('viridis', 256)\n",
    "newcolors = viridis(np.linspace(0, 1, 256))\n",
    "pink = np.array([248/256, 24/256, 148/256, 1])\n",
    "newcolors[:25, :] = pink\n",
    "newcmp = ListedColormap(newcolors)\n",
    "\n",
    "\n",
    "def plot_examples(cms):\n",
    "    \"\"\"\n",
    "    helper function to plot two colormaps\n",
    "    \"\"\"\n",
    "    np.random.seed(19680801)\n",
    "    data = np.random.randn(30, 30)\n",
    "\n",
    "    fig, axs = plt.subplots(1, 2, figsize=(6, 3), constrained_layout=True)\n",
    "    for [ax, cmap] in zip(axs, cms):\n",
    "        psm = ax.pcolormesh(data, cmap=cmap, rasterized=True, vmin=-4, vmax=4)\n",
    "        fig.colorbar(psm, ax=ax)\n",
    "    plt.show()\n",
    "\n",
    "plot_examples([viridis, newcmp])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "methods = [None, 'none', 'nearest', 'bilinear', 'bicubic', 'spline16',\n",
    "           'spline36', 'hanning', 'hamming', 'hermite', 'kaiser', 'quadric',\n",
    "           'catrom', 'gaussian', 'bessel', 'mitchell', 'sinc', 'lanczos']\n",
    "\n",
    "# Fixing random state for reproducibility\n",
    "np.random.seed(19680801)\n",
    "\n",
    "grid = np.random.rand(4, 4)\n",
    "\n",
    "fig, axs = plt.subplots(nrows=3, ncols=6, figsize=(9, 6),\n",
    "                        subplot_kw={'xticks': [], 'yticks': []})\n",
    "\n",
    "for ax, interp_method in zip(axs.flat, methods):\n",
    "    ax.imshow(grid, interpolation=interp_method, cmap='viridis')\n",
    "    ax.set_title(str(interp_method))\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.7003673 , 0.74275081, 0.70928001, 0.56674552],\n",
       "       [0.97778533, 0.70633485, 0.24791576, 0.15788335],\n",
       "       [0.69769852, 0.71995667, 0.25774443, 0.34154678],\n",
       "       [0.96876117, 0.6945071 , 0.46638326, 0.7028127 ]])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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z3Vf4w/C1DIOcw45XVV+l/3utjwFfqBWPAW9O8tZN5prrDmGuVzHXPra78Df6Woa9m82plbeUXfqY904xyDkA/NrqQ6svJxnbYP9ON+h5DjrXXHcGczXXy7a78Dv7WobraJD1/TPwtqp6B/Cv/OQKaDd5OTmY6+5hruZ62XYX/jB8zHvLc6iq71XVj1Y3/wZ496u0ti4NktXLmWuuO4O5mutl2134w/C1DFuew7rnzo6y8onk3eY08MHVV/9vA16oqu9uMtdcdw9zNdefeBVebb4D+B9WXjn/xOrYvcDR1duvA74ELACzwPj1foX8Gs7hz1n5zya+CTwC3Hy917zBOTwAfBf4MStXB3cBHwU+uro/rPxHN98G/hvomau5mutw5Hrpx69WkKRG+ElbSWqEhS9JjbDwJakRFr4kNcLCl6RGWPiS1AgLX5Ia8f/vSbafX2E13gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs=plt.subplots(nrows=1, ncols=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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z3Vf4w/C1DIOcw45XVV+l/3utjwFfqBWPAW9O8tZN5prrDmGuVzHXPra78Df6Woa9m82plbeUXfqY904xyDkA/NrqQ6svJxnbYP9ON+h5DjrXXHcGczXXy7a78Dv7WobraJD1/TPwtqp6B/Cv/OQKaDd5OTmY6+5hruZ62XYX/jB8zHvLc6iq71XVj1Y3/wZ496u0ti4NktXLmWuuO4O5mutl2134w/C1DFuew7rnzo6y8onk3eY08MHVV/9vA16oqu9uMtdcdw9zNdefeBVebb4D+B9WXjn/xOrYvcDR1duvA74ELACzwPj1foX8Gs7hz1n5zya+CTwC3Hy917zBOTwAfBf4MStXB3cBHwU+uro/rPxHN98G/hvomau5mutw5Hrpx69WkKRG+ElbSWqEhS9JjbDwJakRFr4kNcLCl6RGWPiS1AgLX5Ia8f/vSbafX2E13gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
